Focal Statistics

Overview

Focal-Statistics

The Focal statistics tool in many GIS applications like ArcGIS, QGIS and GRASS GIS is a standard method to gain a local overview of raster data behavior. Additionally, it might be also used to filter the zonal information by functions of interest.

The aim of this repo is to create a similar tool in python with varying filter window types with shapes of squares, rectangles, circles and ellipses. The size in x- and y-directions shall be individually adjustable. Furthermore, the user shall have the option to simply switch between a few common statistical functions like mean, max, min, median, std and var. Another advantage is the automatic differentiation between single-channel raster data (like DEMs) or multi-channel data (like RGBs), because the filter needs to be individually applied for each channel for the latter type, before each bands is stacked together again.

The algorithm is relatively fast for smaller images but tends to be slow for larger images (e.g satellite images).

Running the code

code was tested on python 3.6

Clone the repo git clone https://github.com/iphyjon/Focal-Statistics.git

User defined arguments:

  • --filepath - path to data
  • --name - the name of the image file
  • --mask - user choice of mask to be used (square, rectangular, circular and elliptical)
  • --size - user choice of the size of the mask e.g (3,3), (5,5), (10,10), (6,3)
  • --statsmod - statistical method to be applied to the image (mean, max, min, median, var, std)

run on command line

example - python run.py --filepath --name image.jpg --mask rectangular --size (4,4) --statsmod var

Owner
Ifeanyi Nwasolu
Researcher at Fraunhofer IWM.
Ifeanyi Nwasolu
Geodata extensions for Django REST Framework

Django-Spillway Django and Django REST Framework integration of raster and feature based geodata. Spillway builds on the immensely marvelous Django RE

Brian Galey 62 Jan 04, 2023
Evaluation of file formats in the context of geo-referenced 3D geometries.

Geo-referenced Geometry File Formats Classic geometry file formats as .obj, .off, .ply, .stl or .dae do not support the utilization of coordinate syst

Advanced Information Systems and Technology 11 Mar 02, 2022
Python script that can be used to generate latitude/longitude coordinates for GOES-16 full-disk extent.

goes-latlon Python script that can be used to generate latitude/longitude coordinates for GOES-16 full-disk extent. 🌎 🛰️ The grid files can be acces

Douglas Uba 3 Apr 06, 2022
List of Land Cover datasets in the GEE Catalog

List of Land Cover datasets in the GEE Catalog A list of all the Land Cover (or discrete) datasets in Google Earth Engine. Values, Colors and Descript

David Montero Loaiza 5 Aug 24, 2022
Asynchronous Client for the worlds fastest in-memory geo-database Tile38

This is an asynchonous Python client for Tile38 that allows for fast and easy interaction with the worlds fastest in-memory geodatabase Tile38.

Ben 53 Dec 29, 2022
Focal Statistics

Focal-Statistics The Focal statistics tool in many GIS applications like ArcGIS, QGIS and GRASS GIS is a standard method to gain a local overview of r

Ifeanyi Nwasolu 1 Oct 21, 2021
Python bindings to libpostal for fast international address parsing/normalization

pypostal These are the official Python bindings to https://github.com/openvenues/libpostal, a fast statistical parser/normalizer for street addresses

openvenues 651 Dec 16, 2022
Python module and script to interact with the Tractive GPS tracker.

pyTractive GPS Python module and script to interact with the Tractive GPS tracker. Requirements Python 3 geopy folium pandas pillow usage: main.py [-h

Dr. Usman Kayani 3 Nov 16, 2022
Yet Another Time Series Model

Yet Another Timeseries Model (YATSM) master v0.6.x-maintenance Build Coverage Docs DOI | About Yet Another Timeseries Model (YATSM) is a Python packag

Chris Holden 60 Sep 13, 2022
a Geolocator made in python

Geolocator A Geolocator made in python ✨ Features locates ur location using ur ip thats it! 💁‍♀️ How to use first download the locator.py file instal

Portgas D Ace 1 Oct 27, 2021
ArcGIS Python Toolbox for WhiteboxTools

WhiteboxTools-ArcGIS ArcGIS Python Toolbox for WhiteboxTools. This repository is related to the ArcGIS Python Toolbox for WhiteboxTools, which is an A

Qiusheng Wu 190 Dec 30, 2022
A trivia questions about Europe

EUROPE TRIVIA QUIZ IN PYTHON Project Outline Ask user if he / she knows more about Europe. If yes show the Trivia main screen, else show the end Trivi

David Danso 1 Nov 17, 2021
Python interface to PROJ (cartographic projections and coordinate transformations library)

pyproj Python interface to PROJ (cartographic projections and coordinate transformations library). Documentation Stable: http://pyproj4.github.io/pypr

832 Dec 31, 2022
Python tools for geographic data

GeoPandas Python tools for geographic data Introduction GeoPandas is a project to add support for geographic data to pandas objects. It currently impl

GeoPandas 3.5k Jan 03, 2023
Google maps for Jupyter notebooks

gmaps gmaps is a plugin for including interactive Google maps in the IPython Notebook. Let's plot a heatmap of taxi pickups in San Francisco: import g

Pascal Bugnion 747 Dec 19, 2022
A ninja python package that unifies the Google Earth Engine ecosystem.

A Python package that unifies the Google Earth Engine ecosystem. EarthEngine.jl | rgee | rgee+ | eemont GitHub: https://github.com/r-earthengine/ee_ex

47 Dec 27, 2022
Starlite-tile38 - Showcase using Tile38 via pyle38 in a Starlite application

Starlite-Tile38 Showcase using Tile38 via pyle38 in a Starlite application. Repo

Ben 8 Aug 07, 2022
This GUI app was created to show the detailed information about the weather in any city selected by user

WeatherApp Content Brief description Tools Features Hotkeys How it works Screenshots Ways to improve the project Installation Brief description This G

TheBugYouCantFix 5 Dec 30, 2022
Create Siege configuration files from Cloud Optimized GeoTIFF.

cogeo-siege Documentation: Source Code: https://github.com/developmentseed/cogeo-siege Description Create siege configuration files from Cloud Optimiz

Development Seed 3 Dec 01, 2022
Platform for building statistical models of cities and regions

UrbanSim UrbanSim is a platform for building statistical models of cities and regions. These models help forecast long-range patterns in real estate d

Urban Data Science Toolkit 419 Dec 30, 2022